{"id":"W6922788190","doi":"10.13140/rg.2.2.20360.84481","title":"(BCI project) NeuroWave Alert: Harnessing EEG Signals for Real-time Fatigue Detection in Drivers (citation: Lives, H. B. H. (2023). Healthy Brains Healthy Lives 2024 Symposium. McGill Journal of Medicine), 21(1).","year":2024,"lang":"en","type":"article","venue":"","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Electroencephalography; Brain–computer interface; Poison control","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001389937,0.0004246308,0.0006916557,0.00149016,0.0003068799,0.00008200559,0.0003006217,0.0003415613,0.001094019],"category_scores_gemma":[0.0002372132,0.000365288,0.0002430308,0.00158143,0.0002114409,0.0004771223,0.00004066218,0.0008511445,0.0001112208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00031497,"about_ca_system_score_gemma":0.0003283074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450595,"about_ca_topic_score_gemma":0.0005128895,"domain_scores_codex":[0.9958528,0.0007041987,0.001487543,0.0007531089,0.0004695128,0.0007328177],"domain_scores_gemma":[0.9967737,0.001778274,0.0005056307,0.0003422179,0.0003263947,0.0002738329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009135582,0.001897188,0.001296315,0.00165892,0.002740816,0.00195569,0.0890651,0.002279087,0.05531862,0.01006659,0.3947929,0.4297931],"study_design_scores_gemma":[0.1247233,0.1488805,0.02897147,0.05715749,0.007354163,0.007269327,0.2208696,0.09789093,0.01984359,0.01366918,0.2579016,0.01546894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4513905,0.02827298,0.03967718,0.1097655,0.05996583,0.01695457,0.0005141741,0.00221264,0.2912467],"genre_scores_gemma":[0.9881953,0.002386558,0.001617611,0.002678581,0.0008917197,0.0001821419,0.00005936891,0.0001576137,0.003831133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5368048,"threshold_uncertainty_score":0.9998799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05311971253164203,"score_gpt":0.3502538374066197,"score_spread":0.2971341248749776,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}